Intrinsic Physical Concepts Discovery with Object-Centric Predictive Models

no code implementations • CVPR 2023 • Qu Tang, Xiangyu Zhu, Zhen Lei, Zhaoxiang Zhang

The ability to discover abstract physical concepts and understand how they work in the world through observing lies at the core of human intelligence.

OBJECT DYNAMICS DISTILLATION FOR SCENE DECOMPOSITION AND REPRESENTATION

no code implementations • ICLR 2022 • Qu Tang, Xiangyu Zhu, Zhen Lei, Zhaoxiang Zhang

In this paper, we work on object dynamics and propose Object Dynamics Distillation Network (ODDN), a framework that distillates explicit object dynamics (e. g., velocity) from sequential static representations.

Object Predict Future Video Frames +1